Advanced Modeling and Simulation in Engineering Sciences
Scope & Guideline
Unlocking Potential through Innovative Modeling Approaches.
Introduction
Aims and Scopes
- Computational Mechanics and Engineering:
The journal emphasizes the use of computational methods to address complex engineering problems, including structural dynamics, fluid mechanics, and thermomechanical systems. - Machine Learning and Data-Driven Approaches:
A significant focus is placed on integrating machine learning techniques with traditional modeling approaches to enhance predictive capabilities, optimize designs, and improve model accuracy. - Multiscale and Multiphysics Modeling:
The journal covers research that involves the interaction of different physical phenomena at various scales, allowing for a comprehensive understanding of complex systems. - Model Order Reduction Techniques:
There is a consistent emphasis on developing and applying model order reduction techniques to simplify complex simulations while maintaining essential characteristics of the original models. - Physics-Informed Neural Networks:
The incorporation of physics-informed neural networks represents a unique contribution, merging data-driven methods with established physical laws for improved modeling accuracy.
Trending and Emerging
- Integration of Machine Learning with Simulation:
There is a marked increase in research that combines machine learning techniques with simulation methods, enhancing predictive accuracy and enabling real-time applications. - Advanced Surrogate Modeling Techniques:
Emerging approaches in surrogate modeling, particularly those that leverage deep learning and data-driven methods, are becoming prominent for reducing computational costs in complex simulations. - Hybrid Modeling Approaches:
The trend towards hybrid models that integrate both data-driven and physics-based approaches is gaining traction, allowing for more robust and adaptable modeling frameworks. - Application of Graph Neural Networks:
The application of graph neural networks in various engineering contexts is emerging as a significant trend, particularly for complex systems where traditional methods may struggle. - Focus on Uncertainty Quantification:
There is an increasing emphasis on uncertainty quantification in modeling and simulations, reflecting the importance of understanding and managing uncertainties in engineering applications.
Declining or Waning
- Traditional Finite Element Methods without Enhancements:
There is a noticeable decrease in papers solely focused on conventional finite element methods, indicating a shift towards more advanced and hybrid approaches that integrate machine learning and other computational techniques. - Basic Theoretical Frameworks:
Research that relies heavily on basic theoretical frameworks without application to complex problems is becoming less frequent, as the field moves towards more applied and interdisciplinary studies. - Simplistic Modeling Approaches:
As the demand for precision and complexity in simulations increases, simpler modeling approaches that do not account for multiphysics or multiscale interactions are declining. - Uncoupled Simulations:
The trend towards integrated and coupled simulations has led to a decline in the publication of studies that focus on uncoupled simulations, reflecting a broader interest in comprehensive system modeling.
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